{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>expensure</th>\n",
       "      <th>transfer</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2976</td>\n",
       "      <td>1863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2963</td>\n",
       "      <td>2048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2950</td>\n",
       "      <td>1940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2926</td>\n",
       "      <td>1737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2861</td>\n",
       "      <td>2227</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   expensure  transfer\n",
       "0       2976      1863\n",
       "1       2963      2048\n",
       "2       2950      1940\n",
       "3       2926      1737\n",
       "4       2861      2227"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from sklearn.cluster import KMeans\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "df_card = pd.read_csv('card.csv')\n",
    "df_card.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "expensure_list = df_card['expensure'].tolist()\n",
    "transfer_list = df_card['transfer'].tolist()\n",
    "expensure = np.array(card.iloc[:, 0])\n",
    "transfer = np.array(card.iloc[:, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(expensure_list, transfer_list)\n",
    "plt.xlabel('Expensure')\n",
    "plt.ylabel('Transfer')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 2, 2, 0, 1, 1, 1, 1, 1, 2, 1, 1, 0,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 0, 1, 1, 1,\n",
       "       1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2,\n",
       "       2, 2, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0,\n",
       "       0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans = KMeans()\n",
    "kmeans.set_params(n_clusters=3)\n",
    "kmeans.fit(df_card)\n",
    "labels = kmeans.labels_\n",
    "labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[3210.71875   , 2194.38541667],\n",
       "       [2999.72277228, 1992.48514851],\n",
       "       [2807.24271845, 1803.68932039]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "centers = kmeans.cluster_centers_\n",
    "centers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(expensure, transfer, c = labels, alpha = 0.8)\n",
    "plt.scatter(centers[:, 0], centers[:, 1], c = [0, 1, 2], marker = '+', s = 1000)\n",
    "plt.xlabel('Expensure')\n",
    "plt.ylabel('Transfer')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmeans.set_params(n_clusters=2)\n",
    "kmeans.fit(card)\n",
    "labels = kmeans.labels_\n",
    "centers = kmeans.cluster_centers_\n",
    "plt.scatter(expensure, transfer, c = labels, alpha = 0.8)\n",
    "plt.scatter(centers[:, 0], centers[:, 1], c = [0, 1], marker = '+', s = 1000)\n",
    "plt.xlabel('Expensure')\n",
    "plt.ylabel('Transfer')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
